{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a target=\"_blank\" href=\"https://colab.research.google.com/github/cohere-ai/notebooks/blob/main/notebooks/llmu/Introduction_Text_Embeddings.ipynb\">\n",
    "  <img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/>\n",
    "</a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "psRggLwvhi1E"
   },
   "source": [
    "# Introduction to Text Embeddings\n",
    "\n",
    "Text embeddings are a useful way to turn text into numbers that capture its meaning and context. In this notebook, you'll learn how to put them into practice using Cohere's [Embed endpoint](https://docs.cohere.com/reference/embed). You'll calculate embeddings for a dataset of sentences, and plot them in the plane to observe graphically that indeed similar sentences are mapped to close points in the embedding. You'll also explore how to leverage embeddings for semantic search and clustering."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setup\n",
    "\n",
    "We'll start by installing the tools we'll need and then importing them."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "id": "-H_N7AkCV0P-"
   },
   "outputs": [],
   "source": [
    "! pip install cohere altair -q"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "id": "Zg5H7gd7V0Mu"
   },
   "outputs": [],
   "source": [
    "import cohere\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import altair as alt\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.metrics.pairwise import cosine_similarity\n",
    "from sklearn.cluster import KMeans"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Paste your API key here. Remember to not share publicly\n",
    "co = cohere.Client(\"COHERE_API_KEY\") "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Introduction to Text Embeddings\n",
    "\n",
    "In this section, we understand the intuition behind text embeddings.\n",
    "\n",
    "### Step 1: Prepare the Dataset\n",
    "\n",
    "We'll work with a subset of the Airline Travel Information System (ATIS) dataset ([source](https://aclanthology.org/H90-1021/)), created based on customer inquiries related to flight bookings, flight departures, arrivals, delays, and cancellations. In the next code cell, we create and preview a dataframe `df` containing 91 queries."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 206
    },
    "id": "6L_l-uSXe3BQ",
    "outputId": "879229a3-3abc-4dbc-d85f-4e385e5c3807"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>query</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>which airlines fly from boston to washington ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>show me the airlines that fly between toronto...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>show me round trip first class tickets from n...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>i'd like the lowest fare from denver to pitts...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>show me a list of ground transportation at bo...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               query\n",
       "0   which airlines fly from boston to washington ...\n",
       "1   show me the airlines that fly between toronto...\n",
       "2   show me round trip first class tickets from n...\n",
       "3   i'd like the lowest fare from denver to pitts...\n",
       "4   show me a list of ground transportation at bo..."
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Load the dataset to a dataframe\n",
    "df_orig = pd.read_csv('https://raw.githubusercontent.com/cohere-ai/notebooks/main/notebooks/data/atis_intents_train.csv', names=['intent','query'])\n",
    "\n",
    "# Take a small sample for illustration purposes\n",
    "sample_classes = ['atis_airfare', 'atis_airline', 'atis_ground_service']\n",
    "df = df_orig.sample(frac=0.1, random_state=30)\n",
    "df = df[df.intent.isin(sample_classes)]\n",
    "df_orig = df_orig.drop(df.index)\n",
    "df.reset_index(drop=True,inplace=True)\n",
    "\n",
    "# Remove unnecessary column \n",
    "intents = df['intent'] #save for a later need\n",
    "df.drop(columns=['intent'], inplace=True)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " which airlines fly from boston to washington dc via other cities\n",
      " show me the airlines that fly between toronto and denver\n",
      " show me round trip first class tickets from new york to miami\n",
      " i'd like the lowest fare from denver to pittsburgh\n",
      " show me a list of ground transportation at boston airport\n",
      " show me boston ground transportation\n",
      " of all airlines which airline has the most arrivals in atlanta\n",
      " what ground transportation is available in boston\n",
      " i would like your rates between atlanta and boston on september third\n",
      " which airlines fly between boston and pittsburgh\n"
     ]
    }
   ],
   "source": [
    "for i in df.head(10)[\"query\"]:\n",
    "    print(i)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "4_YQVuAbf3Xh"
   },
   "source": [
    "### Step 2: Turn Text into Embeddings\n",
    "\n",
    "Next, we use a function `get_embeddings()` that uses the Embed endpoint to generate the text embeddings.  We store the embeddings in the `query_embeds` column of the dataframe `df`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "id": "QtStMqMphEbY"
   },
   "outputs": [],
   "source": [
    "# Get text embeddings\n",
    "def get_embeddings(texts, model='embed-english-v3.0', input_type=\"search_document\"):\n",
    "    output = co.embed(\n",
    "        model=model,\n",
    "        input_type=input_type,\n",
    "        texts=texts)\n",
    "    return output.embeddings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 206
    },
    "id": "-5LK9ucKhPt6",
    "outputId": "fa67c2f4-c4d5-48c2-db0b-4808a269ff89"
   },
   "outputs": [
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       "\n",
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       "    }\n",
       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>query</th>\n",
       "      <th>query_embeds</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>which airlines fly from boston to washington ...</td>\n",
       "      <td>[0.026550293, 0.012084961, -0.00881958, 0.0113...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>show me the airlines that fly between toronto...</td>\n",
       "      <td>[0.013084412, 0.01776123, -0.014343262, -0.003...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>show me round trip first class tickets from n...</td>\n",
       "      <td>[0.02053833, -0.038482666, 0.061523438, 0.0099...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>i'd like the lowest fare from denver to pitts...</td>\n",
       "      <td>[0.0016889572, 0.015411377, -0.029052734, 0.03...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>show me a list of ground transportation at bo...</td>\n",
       "      <td>[0.03793335, -0.008010864, -0.002319336, -0.01...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               query  \\\n",
       "0   which airlines fly from boston to washington ...   \n",
       "1   show me the airlines that fly between toronto...   \n",
       "2   show me round trip first class tickets from n...   \n",
       "3   i'd like the lowest fare from denver to pitts...   \n",
       "4   show me a list of ground transportation at bo...   \n",
       "\n",
       "                                        query_embeds  \n",
       "0  [0.026550293, 0.012084961, -0.00881958, 0.0113...  \n",
       "1  [0.013084412, 0.01776123, -0.014343262, -0.003...  \n",
       "2  [0.02053833, -0.038482666, 0.061523438, 0.0099...  \n",
       "3  [0.0016889572, 0.015411377, -0.029052734, 0.03...  \n",
       "4  [0.03793335, -0.008010864, -0.002319336, -0.01...  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Embed the dataset\n",
    "df['query_embeds'] = get_embeddings(df['query'].tolist())\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "2RrXDwpCRKae"
   },
   "source": [
    "### Step 3: Visualize Embeddings on a Heatmap\n",
    "\n",
    "Let’s get some visual intuition about the embeddings by plotting these numbers on a heatmap. What we can do is compress the dimension to a much lower number, say 10. We can do this via a technique called [Principal Component Analysis (PCA)](https://en.wikipedia.org/wiki/Principal_component_analysis), which reduces the number of dimensions in an embedding while retaining as much information as possible."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "id": "J4by-gg6huaa"
   },
   "outputs": [],
   "source": [
    "# Function to return the principal components\n",
    "def get_pc(arr, n):\n",
    "    pca = PCA(n_components=n)\n",
    "    embeds_transform = pca.fit_transform(arr)\n",
    "    return embeds_transform"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "id": "Ojnrp5fRqD_r"
   },
   "outputs": [],
   "source": [
    "# Reduce embeddings to 10 principal components to aid visualization\n",
    "embeds = np.array(df['query_embeds'].tolist())\n",
    "embeds_pc = get_pc(embeds, 10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, we visualize the embeddings of the first 9 data points."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 479
    },
    "id": "ysX2i1Qa01ir",
    "outputId": "6fe3783f-5b74-4c2b-c1fa-e07b62ff6546"
   },
   "outputs": [
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boston and pittsburgh\", \"variable\": 0, \"value\": null}, {\"query\": \" show me the airlines\", \"variable\": 0, \"value\": null}, {\"query\": \" how much is a first class ticket from baltimore to san francisco\", \"variable\": 0, \"value\": null}, {\"query\": \" what kind of ground transportation is available in las vegas\", \"variable\": 0, \"value\": null}, {\"query\": \" what's the lowest round trip fare from atlanta to bwi\", \"variable\": 0, \"value\": null}, {\"query\": \" tell me about ground transportation at salt lake city\", \"variable\": 0, \"value\": null}, {\"query\": \" give me the least expensive first class round trip ticket on us air from cleveland to miami\", \"variable\": 0, \"value\": null}, {\"query\": \" what ground transportation is available in san francisco\", \"variable\": 0, \"value\": null}, {\"query\": \" what airlines fly from boston to san francisco\", \"variable\": 0, \"value\": null}, {\"query\": \" i would like to see the economy fares for pittsburgh to philadelphia\", \"variable\": 0, \"value\": null}, {\"query\": \" round trip first class fares new york to miami\", \"variable\": 0, \"value\": null}, {\"query\": \" what is the economy thrift fare from boston to washington\", \"variable\": 0, \"value\": null}, {\"query\": \" what are the cheapest fares for flights from newark to la leaving wednesday after 3 pm\", \"variable\": 0, \"value\": null}, {\"query\": \" what is the first class fare for a round trip dallas to denver\", \"variable\": 0, \"value\": null}, {\"query\": \" fares and flights from denver to philadelphia\", \"variable\": 0, \"value\": null}, {\"query\": \" please list the cost of all flights from philadelphia to denver airport next sunday\", \"variable\": 0, \"value\": null}, {\"query\": \" can you help me with ground transportation information i need to get from the airport in philadelphia to downtown philadelphia\", \"variable\": 0, \"value\": null}, {\"query\": \" i need to get downtown from the denver airport\", \"variable\": 0, \"value\": null}, {\"query\": \" what is the cheapest round trip fare from pittsburgh to atlanta\", \"variable\": 0, \"value\": null}, {\"query\": \" which airline offers the cheapest rate going from dallas to baltimore on july fourth\", \"variable\": 0, \"value\": null}, {\"query\": \" tell me about ground transportation between orlando international and orlando\", \"variable\": 0, \"value\": null}, {\"query\": \" what is the fare going from baltimore to boston one way on november seventh\", \"variable\": 0, \"value\": null}, {\"query\": \" does the phoenix airport have ground transportation to and from downtown\", \"variable\": 0, \"value\": null}, {\"query\": \" what type of ground transportation is available in washington\", \"variable\": 0, \"value\": null}, {\"query\": \" is there ground transportation in boston from the airport\", \"variable\": 0, \"value\": null}, {\"query\": \" and how much does it cost to travel from boston airport to downtown\", \"variable\": 0, \"value\": null}, {\"query\": \" what is the lowest cost for a one way ticket from boston to washington\", \"variable\": 0, \"value\": null}, {\"query\": \" how much is a round trip fare from memphis to seattle\", \"variable\": 0, \"value\": null}, {\"query\": \" which airline provides business class flights\", \"variable\": 0, \"value\": null}, {\"query\": \" first class round trip airfare from indianapolis to memphis\", \"variable\": 0, \"value\": null}, {\"query\": \" what is the fare from boston to san francisco on united airlines flight 21\", \"variable\": 0, \"value\": null}, {\"query\": \" show me a list of ground transportation at denver\", \"variable\": 0, \"value\": null}, {\"query\": \" what limousine service in los angeles\", \"variable\": 0, \"value\": null}, {\"query\": \" what limousine service is in boston\", \"variable\": 0, \"value\": null}, {\"query\": \" what's the price of the least expensive first class round trip ticket on us air from cleveland to miami\", \"variable\": 0, \"value\": null}, {\"query\": \" ground transportation atl to atlanta\", \"variable\": 0, \"value\": null}, {\"query\": \" what types of ground transportation are there to san francisco airport\", \"variable\": 0, \"value\": null}, {\"query\": \" please show me airlines with flights from denver to boston stop philadelphia\", \"variable\": 0, \"value\": null}, {\"query\": \" what is the airfare for flights from denver to pittsburgh on delta airline\", \"variable\": 0, \"value\": null}, {\"query\": \" tell me about ground transportation between orlando international and orlando\", \"variable\": 0, \"value\": null}, {\"query\": \" i'd like information on the least expensive airfare round trip from pittsburgh to boston\", \"variable\": 0, \"value\": null}, {\"query\": \" show me the ground transportation to westchester county\", \"variable\": 0, \"value\": null}, {\"query\": \" how much does it cost to fly on delta from dallas to baltimore\", \"variable\": 0, \"value\": null}, {\"query\": \" how much is the cheapest flight from denver to pittsburgh with a stop in atlanta\", \"variable\": 0, \"value\": null}, {\"query\": \" show me the price of all flights from atlanta to washington dc\", \"variable\": 0, \"value\": null}, {\"query\": \" what airlines fly from new york to milwaukee to los angeles\", \"variable\": 0, \"value\": null}, {\"query\": \" please give me the cheapest round trip airfare from atlanta to philadelphia on august the first\", \"variable\": 0, \"value\": null}, {\"query\": \" what are the coach class fares on flights from pittsburgh to atlanta\", \"variable\": 0, \"value\": null}, {\"query\": \" and i'll need ground transportation for tuesday july sixth to wednesday july seventh in san diego\", \"variable\": 0, \"value\": null}, {\"query\": \" what is the ground transport in denver\", \"variable\": 0, \"value\": null}, {\"query\": \" show me all the cheapest fares from new york to miami leaving on 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null}, {\"query\": \" what's the lowest round trip fare from atlanta to bwi\", \"variable\": 1, \"value\": null}, {\"query\": \" tell me about ground transportation at salt lake city\", \"variable\": 1, \"value\": null}, {\"query\": \" give me the least expensive first class round trip ticket on us air from cleveland to miami\", \"variable\": 1, \"value\": null}, {\"query\": \" what ground transportation is available in san francisco\", \"variable\": 1, \"value\": null}, {\"query\": \" what airlines fly from boston to san francisco\", \"variable\": 1, \"value\": null}, {\"query\": \" i would like to see the economy fares for pittsburgh to philadelphia\", \"variable\": 1, \"value\": null}, {\"query\": \" round trip first class fares new york to miami\", \"variable\": 1, \"value\": null}, {\"query\": \" what is the economy thrift fare from boston to washington\", \"variable\": 1, \"value\": null}, {\"query\": \" what are the cheapest fares for flights from newark to la leaving wednesday 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\"variable\": 1, \"value\": null}, {\"query\": \" what is the airfare for flights from denver to pittsburgh on delta airline\", \"variable\": 1, \"value\": null}, {\"query\": \" tell me about ground transportation between orlando international and orlando\", \"variable\": 1, \"value\": null}, {\"query\": \" i'd like information on the least expensive airfare round trip from pittsburgh to boston\", \"variable\": 1, \"value\": null}, {\"query\": \" show me the ground transportation to westchester county\", \"variable\": 1, \"value\": null}, {\"query\": \" how much does it cost to fly on delta from dallas to baltimore\", \"variable\": 1, \"value\": null}, {\"query\": \" how much is the cheapest flight from denver to pittsburgh with a stop in atlanta\", \"variable\": 1, \"value\": null}, {\"query\": \" show me the price of all flights from atlanta to washington dc\", \"variable\": 1, \"value\": null}, {\"query\": \" what airlines fly from new york to milwaukee to los angeles\", 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transportation is available in washington\", \"variable\": 2, \"value\": null}, {\"query\": \" is there ground transportation in boston from the airport\", \"variable\": 2, \"value\": null}, {\"query\": \" and how much does it cost to travel from boston airport to downtown\", \"variable\": 2, \"value\": null}, {\"query\": \" what is the lowest cost for a one way ticket from boston to washington\", \"variable\": 2, \"value\": null}, {\"query\": \" how much is a round trip fare from memphis to seattle\", \"variable\": 2, \"value\": null}, {\"query\": \" which airline provides business class flights\", \"variable\": 2, \"value\": null}, {\"query\": \" first class round trip airfare from indianapolis to memphis\", \"variable\": 2, \"value\": null}, {\"query\": \" what is the fare from boston to san francisco on united airlines flight 21\", \"variable\": 2, \"value\": null}, {\"query\": \" show me a list of ground transportation at denver\", \"variable\": 2, \"value\": null}, {\"query\": \" what limousine service in los angeles\", \"variable\": 2, \"value\": null}, {\"query\": \" what limousine service is in boston\", \"variable\": 2, \"value\": null}, {\"query\": \" what's the price of the least expensive first class round trip ticket on us air from cleveland to miami\", \"variable\": 2, \"value\": null}, {\"query\": \" ground transportation atl to atlanta\", \"variable\": 2, \"value\": null}, {\"query\": \" what types of ground transportation are there to san francisco airport\", \"variable\": 2, \"value\": null}, {\"query\": \" please show me airlines with flights from denver to boston stop philadelphia\", \"variable\": 2, \"value\": null}, {\"query\": \" what is the airfare for flights from denver to pittsburgh on delta airline\", \"variable\": 2, \"value\": null}, {\"query\": \" tell me about ground transportation between orlando international and orlando\", \"variable\": 2, \"value\": null}, {\"query\": \" i'd like information on the least expensive airfare round trip from pittsburgh to boston\", \"variable\": 2, \"value\": null}, {\"query\": \" show me the ground transportation to westchester county\", \"variable\": 2, \"value\": null}, {\"query\": \" how much does it cost to fly on delta from dallas to baltimore\", \"variable\": 2, \"value\": null}, {\"query\": \" how much is the cheapest flight from denver to pittsburgh with a stop in atlanta\", \"variable\": 2, \"value\": null}, {\"query\": \" show me the price of all flights from atlanta to washington dc\", \"variable\": 2, \"value\": null}, {\"query\": \" what airlines fly from new york to milwaukee to los angeles\", \"variable\": 2, \"value\": null}, {\"query\": \" please give me the cheapest round trip airfare from atlanta to philadelphia on august the first\", \"variable\": 2, \"value\": null}, {\"query\": \" what are the coach class fares on flights from pittsburgh to atlanta\", \"variable\": 2, \"value\": null}, {\"query\": \" and i'll need ground transportation for tuesday july 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{\"query\": \" what kind of ground transportation is there in washington dc\", \"variable\": 3, \"value\": null}, {\"query\": \" what is the cheapest one way ticket from denver to pittsburgh\", \"variable\": 3, \"value\": null}, {\"query\": \" what airlines service pittsburgh airport\", \"variable\": 3, \"value\": null}, {\"query\": \" show me round trip fares from pittsburgh to philadelphia\", \"variable\": 3, \"value\": null}, {\"query\": \" list all the airlines that fly into general mitchell international\", \"variable\": 3, \"value\": null}, {\"query\": \" show business class fares on us air from boston to toronto\", \"variable\": 3, \"value\": null}, {\"query\": \" how much is a first class round trip from atlanta to san francisco\", \"variable\": 3, \"value\": null}, {\"query\": \" what ground transportation is there in atlanta\", \"variable\": 3, \"value\": null}, {\"query\": \" can i take a single airline from la to charlotte to newark back to la\", \"variable\": 3, \"value\": 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{\"query\": \" show me the airlines that fly from toronto to boston\", \"variable\": 4, \"value\": null}, {\"query\": \" i need your help with information on ground transportation from the airport in philadelphia to downtown\", \"variable\": 4, \"value\": null}, {\"query\": \" what is the fare for a one way flight from boston to atlanta\", \"variable\": 4, \"value\": null}, {\"query\": \" what is the cheapest fare from denver to pittsburgh\", \"variable\": 4, \"value\": null}, {\"query\": \" list airlines serving between denver and san francisco\", \"variable\": 4, \"value\": null}, {\"query\": \" what are the fares from newark to la monday and wednesday\", \"variable\": 4, \"value\": null}, {\"query\": \" lowest fare from san francisco to orlando\", \"variable\": 4, \"value\": null}, {\"query\": \" show me the coach fares from baltimore to dallas\", \"variable\": 4, \"value\": null}, {\"query\": \" first class fares from dallas to baltimore please\", \"variable\": 4, \"value\": null}, {\"query\": \" please show me airlines with flights from boston to denver\", \"variable\": 4, \"value\": null}, {\"query\": \" define airline hp\", \"variable\": 4, \"value\": null}, {\"query\": \" ground transport phoenix\", \"variable\": 4, \"value\": null}, {\"query\": \" can you find out about the ground transportation available in atlanta\", \"variable\": 4, \"value\": null}, {\"query\": \" list the fares of the delta airlines flights from boston to philadelphia\", \"variable\": 4, \"value\": null}, {\"query\": \" what is the cheapest one way fare from atlanta to boston\", \"variable\": 4, \"value\": null}, {\"query\": \" what kind of ground transportation is there in washington dc\", \"variable\": 4, \"value\": null}, {\"query\": \" what is the cheapest one way ticket from denver to pittsburgh\", \"variable\": 4, \"value\": null}, {\"query\": \" what airlines service pittsburgh airport\", \"variable\": 4, \"value\": null}, {\"query\": \" show me round trip fares from pittsburgh 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airlines fly from boston to san francisco\", \"variable\": 5, \"value\": null}, {\"query\": \" i would like to see the economy fares for pittsburgh to philadelphia\", \"variable\": 5, \"value\": null}, {\"query\": \" round trip first class fares new york to miami\", \"variable\": 5, \"value\": null}, {\"query\": \" what is the economy thrift fare from boston to washington\", \"variable\": 5, \"value\": null}, {\"query\": \" what are the cheapest fares for flights from newark to la leaving wednesday after 3 pm\", \"variable\": 5, \"value\": null}, {\"query\": \" what is the first class fare for a round trip dallas to denver\", \"variable\": 5, \"value\": null}, {\"query\": \" fares and flights from denver to philadelphia\", \"variable\": 5, \"value\": null}, {\"query\": \" please list the cost of all flights from philadelphia to denver airport next sunday\", \"variable\": 5, \"value\": null}, {\"query\": \" can you help me with ground transportation information i need to get from the 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fare between boston and washington\", \"variable\": 6, \"value\": null}, {\"query\": \" how much does flight ua 297 from denver to san francisco cost\", \"variable\": 6, \"value\": null}, {\"query\": \" ground transportation oakland\", \"variable\": 6, \"value\": null}, {\"query\": \" show me the airlines that fly from toronto to boston\", \"variable\": 6, \"value\": null}, {\"query\": \" i need your help with information on ground transportation from the airport in philadelphia to downtown\", \"variable\": 6, \"value\": null}, {\"query\": \" what is the fare for a one way flight from boston to atlanta\", \"variable\": 6, \"value\": null}, {\"query\": \" what is the cheapest fare from denver to pittsburgh\", \"variable\": 6, \"value\": null}, {\"query\": \" list airlines serving between denver and san francisco\", \"variable\": 6, \"value\": null}, {\"query\": \" what are the fares from newark to la monday and wednesday\", \"variable\": 6, \"value\": null}, {\"query\": \" lowest fare 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trip ticket on us air from cleveland to miami\", \"variable\": 8, \"value\": null}, {\"query\": \" ground transportation atl to atlanta\", \"variable\": 8, \"value\": null}, {\"query\": \" what types of ground transportation are there to san francisco airport\", \"variable\": 8, \"value\": null}, {\"query\": \" please show me airlines with flights from denver to boston stop philadelphia\", \"variable\": 8, \"value\": null}, {\"query\": \" what is the airfare for flights from denver to pittsburgh on delta airline\", \"variable\": 8, \"value\": null}, {\"query\": \" tell me about ground transportation between orlando international and orlando\", \"variable\": 8, \"value\": null}, {\"query\": \" i'd like information on the least expensive airfare round trip from pittsburgh to boston\", \"variable\": 8, \"value\": null}, {\"query\": \" show me the ground transportation to westchester county\", \"variable\": 8, \"value\": null}, {\"query\": \" how much does it cost to fly on delta from 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miami leaving on tuesday\", \"variable\": 8, \"value\": null}, {\"query\": \" show me prices and times for first class travel from baltimore to dallas next summer\", \"variable\": 8, \"value\": null}, {\"query\": \" what's the cheapest round trip fare between boston and washington\", \"variable\": 8, \"value\": null}, {\"query\": \" how much does flight ua 297 from denver to san francisco cost\", \"variable\": 8, \"value\": null}, {\"query\": \" ground transportation oakland\", \"variable\": 8, \"value\": null}, {\"query\": \" show me the airlines that fly from toronto to boston\", \"variable\": 8, \"value\": null}, {\"query\": \" i need your help with information on ground transportation from the airport in philadelphia to downtown\", \"variable\": 8, \"value\": null}, {\"query\": \" what is the fare for a one way flight from boston to atlanta\", \"variable\": 8, \"value\": null}, {\"query\": \" what is the cheapest fare from denver to pittsburgh\", \"variable\": 8, \"value\": null}, {\"query\": \" list airlines serving between denver and san francisco\", \"variable\": 8, \"value\": null}, {\"query\": \" what are the fares from newark to la monday and wednesday\", \"variable\": 8, \"value\": null}, {\"query\": \" lowest fare from san francisco to orlando\", \"variable\": 8, \"value\": null}, {\"query\": \" show me the coach fares from baltimore to dallas\", \"variable\": 8, \"value\": null}, {\"query\": \" first class fares from dallas to baltimore please\", \"variable\": 8, \"value\": null}, {\"query\": \" please show me airlines with flights from boston to denver\", \"variable\": 8, \"value\": null}, {\"query\": \" define airline hp\", \"variable\": 8, \"value\": null}, {\"query\": \" ground transport phoenix\", \"variable\": 8, \"value\": null}, {\"query\": \" can you find out about the ground transportation available in atlanta\", \"variable\": 8, \"value\": null}, {\"query\": \" list the fares of the delta airlines flights from boston to philadelphia\", \"variable\": 8, \"value\": null}, {\"query\": \" what is the cheapest one way fare from atlanta to boston\", \"variable\": 8, \"value\": null}, {\"query\": \" what kind of ground transportation is there in washington dc\", \"variable\": 8, \"value\": null}, {\"query\": \" what is the cheapest one way ticket from denver to pittsburgh\", \"variable\": 8, \"value\": null}, {\"query\": \" what airlines service pittsburgh airport\", \"variable\": 8, \"value\": null}, {\"query\": \" show me round trip fares from pittsburgh to philadelphia\", \"variable\": 8, \"value\": null}, {\"query\": \" list all the airlines that fly into general mitchell international\", \"variable\": 8, \"value\": null}, {\"query\": \" show business class fares on us air from boston to toronto\", \"variable\": 8, \"value\": null}, {\"query\": \" how much is a first class round trip from atlanta to san francisco\", \"variable\": 8, \"value\": null}, {\"query\": \" what ground transportation is there in atlanta\", \"variable\": 8, \"value\": null}, {\"query\": \" can i take a single airline from la to charlotte to newark back to la\", \"variable\": 8, \"value\": null}, {\"query\": \" what is the cost for a one way trip from pittsburgh to atlanta\", \"variable\": 8, \"value\": null}, {\"query\": \" what ground transportation is available in baltimore\", \"variable\": 8, \"value\": null}, {\"query\": \" give me the round trip coach fare from baltimore to dallas\", \"variable\": 8, \"value\": null}, {\"query\": \" which airlines fly from boston to washington dc via other cities\", \"variable\": 9, \"value\": -0.05526991030728337}, {\"query\": \" show me the airlines that fly between toronto and denver\", \"variable\": 9, \"value\": 0.01423239557278826}, {\"query\": \" show me round trip first class tickets from new york to miami\", \"variable\": 9, \"value\": -0.3168143345538655}, {\"query\": \" i'd like the lowest fare from denver to pittsburgh\", \"variable\": 9, \"value\": 0.2455168774148198}, {\"query\": \" show me a list of ground transportation at boston airport\", \"variable\": 9, \"value\": -0.09263730752529768}, {\"query\": \" show me boston ground transportation\", \"variable\": 9, \"value\": -0.0006237113357714618}, {\"query\": \" of all airlines which airline has the most arrivals in atlanta\", \"variable\": 9, \"value\": 0.11533449775103946}, {\"query\": \" what ground transportation is available in boston\", \"variable\": 9, \"value\": -0.015762024475090567}, {\"query\": \" i would like your rates between atlanta and boston on september third\", \"variable\": 9, \"value\": 0.1127479431595259}, {\"query\": \" which airlines fly between boston and pittsburgh\", \"variable\": 9, \"value\": null}, {\"query\": \" show me the airlines\", \"variable\": 9, \"value\": null}, {\"query\": \" how much is a first class ticket from baltimore to san francisco\", \"variable\": 9, \"value\": null}, {\"query\": \" what kind of ground transportation is available in las vegas\", \"variable\": 9, \"value\": null}, {\"query\": \" what's the lowest round trip fare from atlanta to bwi\", \"variable\": 9, \"value\": null}, {\"query\": \" tell me about ground transportation at salt lake city\", \"variable\": 9, \"value\": null}, {\"query\": \" give me the least expensive first class round trip ticket on us air from cleveland to miami\", \"variable\": 9, \"value\": null}, {\"query\": \" what ground transportation is available in san francisco\", \"variable\": 9, \"value\": null}, {\"query\": \" what airlines fly from boston to san francisco\", \"variable\": 9, \"value\": null}, {\"query\": \" i would like to see the economy fares for pittsburgh to philadelphia\", \"variable\": 9, \"value\": null}, {\"query\": \" round trip first class fares new york to miami\", \"variable\": 9, \"value\": null}, {\"query\": \" what is the economy thrift fare from boston to washington\", \"variable\": 9, \"value\": null}, {\"query\": \" what are the cheapest fares for flights from newark to la leaving wednesday after 3 pm\", \"variable\": 9, \"value\": null}, {\"query\": \" what is the first class fare for a round trip dallas to denver\", \"variable\": 9, \"value\": null}, {\"query\": \" fares and flights from denver to philadelphia\", \"variable\": 9, \"value\": null}, {\"query\": \" please list the cost of all flights from philadelphia to denver airport next sunday\", \"variable\": 9, \"value\": null}, {\"query\": \" can you help me with ground transportation information i need to get from the airport in philadelphia to downtown philadelphia\", \"variable\": 9, \"value\": null}, {\"query\": \" i need to get downtown from the denver airport\", \"variable\": 9, \"value\": null}, {\"query\": \" what is the cheapest round trip fare from pittsburgh to atlanta\", \"variable\": 9, \"value\": null}, {\"query\": \" which airline offers the cheapest rate going from dallas to baltimore on july fourth\", \"variable\": 9, \"value\": null}, {\"query\": \" tell me about ground transportation between orlando international and orlando\", \"variable\": 9, \"value\": null}, {\"query\": \" what is the fare going from baltimore to boston one way on november seventh\", \"variable\": 9, \"value\": null}, {\"query\": \" does the phoenix airport have ground transportation to and from downtown\", \"variable\": 9, \"value\": null}, {\"query\": \" what type of ground transportation is available in washington\", \"variable\": 9, \"value\": null}, {\"query\": \" is there ground transportation in boston from the airport\", \"variable\": 9, \"value\": null}, {\"query\": \" and how much does it cost to travel from boston airport to downtown\", \"variable\": 9, \"value\": null}, {\"query\": \" what is the lowest cost for a one way ticket from boston to washington\", \"variable\": 9, \"value\": null}, {\"query\": \" how much is a round trip fare from memphis to seattle\", \"variable\": 9, \"value\": null}, {\"query\": \" which airline provides business class flights\", \"variable\": 9, \"value\": null}, {\"query\": \" first class round trip airfare from indianapolis to memphis\", \"variable\": 9, \"value\": null}, {\"query\": \" what is the fare from boston to san francisco on united airlines flight 21\", \"variable\": 9, \"value\": null}, {\"query\": \" show me a list of ground transportation at denver\", \"variable\": 9, \"value\": null}, {\"query\": \" what limousine service in los angeles\", \"variable\": 9, \"value\": null}, {\"query\": \" what limousine service is in boston\", \"variable\": 9, \"value\": null}, {\"query\": \" what's the price of the least expensive first class round trip ticket on us air from cleveland to miami\", \"variable\": 9, \"value\": null}, {\"query\": \" ground transportation atl to atlanta\", \"variable\": 9, \"value\": null}, {\"query\": \" what types of ground transportation are there to san francisco airport\", \"variable\": 9, \"value\": null}, {\"query\": \" please show me airlines with flights from denver to boston stop philadelphia\", \"variable\": 9, \"value\": null}, {\"query\": \" what is the airfare for flights from denver to pittsburgh on delta airline\", \"variable\": 9, \"value\": null}, {\"query\": \" tell me about ground transportation between orlando international and orlando\", \"variable\": 9, \"value\": null}, {\"query\": \" i'd like information on the least expensive airfare round trip from pittsburgh to boston\", \"variable\": 9, \"value\": null}, {\"query\": \" show me the ground transportation to westchester county\", \"variable\": 9, \"value\": null}, {\"query\": \" how much does it cost to fly on delta from dallas to baltimore\", \"variable\": 9, \"value\": null}, {\"query\": \" how much is the cheapest flight from denver to pittsburgh with a stop in atlanta\", \"variable\": 9, \"value\": null}, {\"query\": \" show me the price of all flights from atlanta to washington dc\", \"variable\": 9, \"value\": null}, {\"query\": \" what airlines fly from new york to milwaukee to los angeles\", \"variable\": 9, \"value\": null}, {\"query\": \" please give me the cheapest round trip airfare from atlanta to philadelphia on august the first\", \"variable\": 9, \"value\": null}, {\"query\": \" what are the coach class fares on flights from pittsburgh to atlanta\", \"variable\": 9, \"value\": null}, {\"query\": \" and i'll need ground transportation for tuesday july sixth to wednesday july seventh in san diego\", \"variable\": 9, \"value\": null}, {\"query\": \" what is the ground transport in denver\", \"variable\": 9, \"value\": null}, {\"query\": \" show me all the cheapest fares from new york to miami leaving on tuesday\", \"variable\": 9, \"value\": null}, {\"query\": \" show me prices and times for first class travel from baltimore to dallas next summer\", \"variable\": 9, \"value\": null}, {\"query\": \" what's the cheapest round trip fare between boston and washington\", \"variable\": 9, \"value\": null}, {\"query\": \" how much does flight ua 297 from 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to dallas\", \"variable\": 9, \"value\": null}, {\"query\": \" first class fares from dallas to baltimore please\", \"variable\": 9, \"value\": null}, {\"query\": \" please show me airlines with flights from boston to denver\", \"variable\": 9, \"value\": null}, {\"query\": \" define airline hp\", \"variable\": 9, \"value\": null}, {\"query\": \" ground transport phoenix\", \"variable\": 9, \"value\": null}, {\"query\": \" can you find out about the ground transportation available in atlanta\", \"variable\": 9, \"value\": null}, {\"query\": \" list the fares of the delta airlines flights from boston to philadelphia\", \"variable\": 9, \"value\": null}, {\"query\": \" what is the cheapest one way fare from atlanta to boston\", \"variable\": 9, \"value\": null}, {\"query\": \" what kind of ground transportation is there in washington dc\", \"variable\": 9, \"value\": null}, {\"query\": \" what is the cheapest one way ticket from denver to pittsburgh\", \"variable\": 9, \"value\": null}, {\"query\": \" what airlines service pittsburgh airport\", \"variable\": 9, \"value\": null}, {\"query\": \" show me round trip fares from pittsburgh to philadelphia\", \"variable\": 9, \"value\": null}, {\"query\": \" list all the airlines that fly into general mitchell international\", \"variable\": 9, \"value\": null}, {\"query\": \" show business class fares on us air from boston to toronto\", \"variable\": 9, \"value\": null}, {\"query\": \" how much is a first class round trip from atlanta to san francisco\", \"variable\": 9, \"value\": null}, {\"query\": \" what ground transportation is there in atlanta\", \"variable\": 9, \"value\": null}, {\"query\": \" can i take a single airline from la to charlotte to newark back to la\", \"variable\": 9, \"value\": null}, {\"query\": \" what is the cost for a one way trip from pittsburgh to atlanta\", \"variable\": 9, \"value\": null}, {\"query\": \" what ground transportation is available in baltimore\", \"variable\": 9, \"value\": null}, {\"query\": \" give me the round trip coach fare from baltimore to dallas\", \"variable\": 9, \"value\": null}]}}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.Chart(...)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Set sample size to visualize\n",
    "sample = 9\n",
    "\n",
    "# Reshape the data for visualization purposes\n",
    "source = pd.DataFrame(embeds_pc)[:sample]\n",
    "source = pd.concat([source,df['query']], axis=1)\n",
    "source = source.melt(id_vars=['query'])\n",
    "\n",
    "# Configure the plot\n",
    "chart = alt.Chart(source).mark_rect().encode(\n",
    "    x=alt.X('variable:N', title=\"Embedding\"),\n",
    "    y=alt.Y('query:N', title='',axis=alt.Axis(labelLimit=500)),\n",
    "    color=alt.Color('value:Q', title=\"Value\", scale=alt.Scale(\n",
    "                range=[\"#917EF3\", \"#000000\"]))\n",
    ")\n",
    "\n",
    "result = chart.configure(background='#ffffff'\n",
    "        ).properties(\n",
    "        width=700,\n",
    "        height=400,\n",
    "        title='Embeddings with 10 dimensions'\n",
    "       ).configure_axis(\n",
    "      labelFontSize=15,\n",
    "      titleFontSize=12)\n",
    "\n",
    "# Show the plot\n",
    "result"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "O0mvD5KwjbbY"
   },
   "source": [
    "Notice the 3 inquiries about ground transportation in Boston - their embeddings patterns are very similar, and at the same time are distinctive from the rest."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Vw83FQxcqXKC"
   },
   "source": [
    "### Step 4: Visualize Embeddings on a 2D Plot\n",
    "\n",
    "We can investigate this further by compressing the embeddings to two dimensions and plotting them on a scatter plot. What we would expect is that texts of similar meaning would be closer to each other, and vice versa."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "id": "31Zq9VTdBrny"
   },
   "outputs": [],
   "source": [
    "# Function to generate the 2D plot\n",
    "def generate_chart(df,xcol,ycol,lbl='on',color='basic',title=''):\n",
    "    chart = alt.Chart(df).mark_circle(size=500).encode(\n",
    "        x=\n",
    "        alt.X(xcol,\n",
    "              scale=alt.Scale(zero=False),\n",
    "              axis=alt.Axis(labels=False, ticks=False, domain=False)\n",
    "             ),\n",
    "        y=\n",
    "        alt.Y(ycol,\n",
    "              scale=alt.Scale(zero=False),\n",
    "              axis=alt.Axis(labels=False, ticks=False, domain=False)\n",
    "             ),\n",
    "        color= alt.value('#333293') if color == 'basic' else color,\n",
    "        tooltip=['query']\n",
    "    )\n",
    "    \n",
    "    if lbl == 'on':\n",
    "        text = chart.mark_text(align='left', baseline='middle',dx=15, size=13,color='black').encode(text='query', color= alt.value('black'))\n",
    "    else:\n",
    "        text = chart.mark_text(align='left', baseline='middle',dx=10).encode()\n",
    "        \n",
    "    result = (chart + text).configure(background=\"#FDF7F0\").properties(\n",
    "        width=800,\n",
    "        height=500,\n",
    "        title=title\n",
    "    ).configure_legend(orient='bottom', titleFontSize=18,labelFontSize=18)\n",
    "    \n",
    "    return result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 563
    },
    "id": "3wYpgEdvaUVz",
    "outputId": "9b978de7-3070-46a1-b6d1-609b5072ff9c"
   },
   "outputs": [
    {
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      "text/plain": [
       "alt.LayerChart(...)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Reduce embeddings to 2 principal components to aid visualization\n",
    "embeds_pc2 = get_pc(embeds, 2)\n",
    "\n",
    "# Add the principal components to dataframe\n",
    "df_pc2 = pd.concat([df, pd.DataFrame(embeds_pc2)], axis=1)\n",
    "\n",
    "# Plot the 2D embeddings on a chart\n",
    "df_pc2.columns = df_pc2.columns.astype(str)\n",
    "generate_chart(df_pc2.iloc[:sample],'0','1',title='2D Embeddings')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "yf0ktJUokJxB"
   },
   "source": [
    "Here texts of similar meaning are located close together. We see inquiries about tickets on the left, inquiries about airlines somewhere around the middle, and inquiries about ground transportation on the top right."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "_AY_M2m5iviz"
   },
   "source": [
    "## Introduction to Semantic Search\n",
    "\n",
    "In this section, you'll learn how to use embeddings to build a search capability that surfaces relevant information based on the semantic meaning of a query. We'll work with the same 9 data points plotted above.\n",
    "\n",
    "_Read the accompanying [blog post here](https://txt.cohere.ai/introduction-to-semantic-search/)._\n",
    "\n",
    "### Step 1: Embed the Search Query\n",
    "\n",
    "We'll use the query below that inquires about ground transportation without using the words \"ground transportation\" explicitly. Ideally, the corresponding data points that are surfaced as most relevant are the three dealing with ground transportation options."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define new query\n",
    "new_query = \"How can I find a taxi or a bus when the plane lands?\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We embed the query using the same `get_embeddings()` function as before, but now we set `input_type=\"search_query\"` because we're embedding a search query that we want to compare to the embedded documents."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "id": "fT5DTUFqodyJ"
   },
   "outputs": [],
   "source": [
    "# Get embeddings of the new query\n",
    "new_query_embeds = get_embeddings([new_query], input_type=\"search_query\")[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Step 2: Compare to Embedded Documents\n",
    "\n",
    "We define and use a function `get_similarity()` that employs cosine similarity to determine how similar the documents are to our query. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "id": "Ej5FdpdZu1cC"
   },
   "outputs": [],
   "source": [
    "# Calculate cosine similarity between the search query and existing queries\n",
    "def get_similarity(target, candidates):\n",
    "    # Turn list into array\n",
    "    candidates = np.array(candidates)\n",
    "    target = np.expand_dims(np.array(target),axis=0)\n",
    "\n",
    "    # Calculate cosine similarity\n",
    "    sim = cosine_similarity(target, candidates)\n",
    "    sim = np.squeeze(sim).tolist()\n",
    "    sort_index = np.argsort(sim)[::-1]\n",
    "    sort_score = [sim[i] for i in sort_index]\n",
    "    similarity_scores = zip(sort_index,sort_score)\n",
    "\n",
    "    # Return similarity scores\n",
    "    return similarity_scores\n",
    "\n",
    "# Get the similarity between the search query and existing queries\n",
    "similarity = get_similarity(new_query_embeds, embeds[:sample])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We'll then view the documents in decreasing order of similarity."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "CqP2riamnCA5",
    "outputId": "56e0ac84-c1e5-4f88-b99c-c7a59ac881ad"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Query:\n",
      "How can I find a taxi or a bus when the plane lands? \n",
      "\n",
      "Most Similar Documents:\n",
      "Similarity: 0.37;  show me a list of ground transportation at boston airport\n",
      "Similarity: 0.36;  what ground transportation is available in boston\n",
      "Similarity: 0.33;  show me boston ground transportation\n",
      "Similarity: 0.27;  show me the airlines that fly between toronto and denver\n",
      "Similarity: 0.25;  which airlines fly from boston to washington dc via other cities\n",
      "Similarity: 0.24;  of all airlines which airline has the most arrivals in atlanta\n",
      "Similarity: 0.18;  i'd like the lowest fare from denver to pittsburgh\n",
      "Similarity: 0.17;  show me round trip first class tickets from new york to miami\n",
      "Similarity: 0.17;  i would like your rates between atlanta and boston on september third\n"
     ]
    }
   ],
   "source": [
    "# View the top 5 articles\n",
    "print('Query:')\n",
    "print(new_query,'\\n')\n",
    "\n",
    "print('Most Similar Documents:')\n",
    "for idx, sim in similarity:\n",
    "    print(f'Similarity: {sim:.2f};', df.iloc[idx]['query'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "VZV8TQDtksYA"
   },
   "source": [
    "The top three most similar documents are the inquiries about ground transportation. Notice that the query didn't explicitly mention \"ground transportation,\" yet the embedding successfully captured the underlying meaning. It recognized the words \"taxi\" and \"bus,\" grouping them together as similar concepts."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "AK7knkdF8cTy"
   },
   "source": [
    "### Step 3: Visualize the Results in a 2D Plot\n",
    "\n",
    "To prepare for plotting, we use PCA to reduce the query embedding to 2 dimensions with the `get_pc()` function we defined earlier."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "id": "7pRoLb6xprXw"
   },
   "outputs": [],
   "source": [
    "# Create new dataframe and append new query\n",
    "df_sem = df.copy()\n",
    "df_sem.loc[len(df_sem.index)] = [new_query, new_query_embeds]\n",
    "\n",
    "# Reduce embeddings dimension to 2\n",
    "embeds_sem = np.array(df_sem['query_embeds'].tolist())\n",
    "embeds_sem_pc2 = get_pc(embeds_sem, 2)\n",
    "\n",
    "# Add the principal components to dataframe\n",
    "df_sem_pc2 = pd.concat([df_sem, pd.DataFrame(embeds_sem_pc2)], axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We then can plot the query on a 2D scatter plot with the nine documents."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 622
    },
    "id": "qyYa_7MuvCPw",
    "outputId": "449344e5-f7c9-4f48-a447-0c2a79b5a2ca"
   },
   "outputs": [
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       "      requirejs.config({paths});\n",
       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
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       "</script>"
      ],
      "text/plain": [
       "alt.LayerChart(...)"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create column for representing chart legend\n",
    "df_sem_pc2['Source'] = 'Existing'\n",
    "df_sem_pc2.at[len(df_sem_pc2)-1, 'Source'] = \"New\"\n",
    "\n",
    "# Plot on a chart\n",
    "df_sem_pc2.columns = df_sem_pc2.columns.astype(str)\n",
    "selection = list(range(sample)) + [-1]\n",
    "generate_chart(df_sem_pc2.iloc[selection],'0','1',color='Source',title='Semantic Search')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "q57jExJMkxF3"
   },
   "source": [
    "We see that the query is located closest to the FAQs about ground transportation."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "GntvUvgRl-pm"
   },
   "source": [
    "## Clustering Using Embeddings\n",
    "\n",
    "In this section, you will learn how to use embeddings to group similar documents into clusters, to discover emerging patterns in the documents. We'll work with the same 9 data points as before.\n",
    "\n",
    "_Read the accompanying [blog post here](https://docs.cohere.com/docs/clustering-with-embeddings)._"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "ZCmYbVf2k3mG"
   },
   "source": [
    "### Step 1: Embed the Text for Clustering\n",
    "\n",
    "We embed the documents using the same `get_embeddings()` function as before, but now we set `input_type=\"clustering\"` because we'll use the embeddings for clustering."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 678
    },
    "id": "3ahG_5NLu2CH",
    "outputId": "19fe9c4b-8dc7-49c7-efe0-850dc6ece109"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(91, 1024)\n"
     ]
    }
   ],
   "source": [
    "# Embed the text for clustering\n",
    "df['clustering_embeds'] = get_embeddings(df['query'].tolist(), input_type=\"clustering\")\n",
    "embeds = np.array(df['clustering_embeds'].tolist())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Step 2: Cluster the Embeddings\n",
    "\n",
    "We use the K-means algorithms to cluster these data points. Since our dataset is small, we'll set the number of clusters to 2. In actual applications, this number is normally larger.\n",
    "\n",
    "We store the cluster assignments in the `\"cluster\"` column of the `df_clust` DataFrame."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>query</th>\n",
       "      <th>query_embeds</th>\n",
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       "      <th>cluster</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>which airlines fly from boston to washington ...</td>\n",
       "      <td>[0.026550293, 0.012084961, -0.00881958, 0.0113...</td>\n",
       "      <td>-0.072832</td>\n",
       "      <td>0.248188</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>show me the airlines that fly between toronto...</td>\n",
       "      <td>[0.013084412, 0.01776123, -0.014343262, -0.003...</td>\n",
       "      <td>-0.005895</td>\n",
       "      <td>0.323504</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>show me round trip first class tickets from n...</td>\n",
       "      <td>[0.02053833, -0.038482666, 0.061523438, 0.0099...</td>\n",
       "      <td>-0.195884</td>\n",
       "      <td>-0.075219</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>i'd like the lowest fare from denver to pitts...</td>\n",
       "      <td>[0.0016889572, 0.015411377, -0.029052734, 0.03...</td>\n",
       "      <td>-0.111954</td>\n",
       "      <td>-0.204041</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>show me a list of ground transportation at bo...</td>\n",
       "      <td>[0.03793335, -0.008010864, -0.002319336, -0.01...</td>\n",
       "      <td>0.314677</td>\n",
       "      <td>0.225628</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               query  \\\n",
       "0   which airlines fly from boston to washington ...   \n",
       "1   show me the airlines that fly between toronto...   \n",
       "2   show me round trip first class tickets from n...   \n",
       "3   i'd like the lowest fare from denver to pitts...   \n",
       "4   show me a list of ground transportation at bo...   \n",
       "\n",
       "                                        query_embeds         0         1  \\\n",
       "0  [0.026550293, 0.012084961, -0.00881958, 0.0113... -0.072832  0.248188   \n",
       "1  [0.013084412, 0.01776123, -0.014343262, -0.003... -0.005895  0.323504   \n",
       "2  [0.02053833, -0.038482666, 0.061523438, 0.0099... -0.195884 -0.075219   \n",
       "3  [0.0016889572, 0.015411377, -0.029052734, 0.03... -0.111954 -0.204041   \n",
       "4  [0.03793335, -0.008010864, -0.002319336, -0.01...  0.314677  0.225628   \n",
       "\n",
       "  cluster  \n",
       "0       0  \n",
       "1       0  \n",
       "2       0  \n",
       "3       0  \n",
       "4       1  "
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Pick the number of clusters\n",
    "n_clusters = 2\n",
    "\n",
    "# Cluster the embeddings\n",
    "kmeans_model = KMeans(n_clusters=n_clusters, n_init='auto', random_state=0)\n",
    "classes = kmeans_model.fit_predict(embeds).tolist()\n",
    "\n",
    "# Store the cluster assignments\n",
    "df_clust = df_pc2.copy()\n",
    "df_clust['cluster'] = (list(map(str,classes)))\n",
    "\n",
    "# Preview the cluster assignments\n",
    "df_clust.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Step 3: Visualize the Results in a 2D Plot\n",
    "\n",
    "When specified with 2 clusters to group the documents by, the algorithm looks to be spot on, where it generates one cluster related to airline information and one cluster related to ground service information."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
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       "</script>"
      ],
      "text/plain": [
       "alt.LayerChart(...)"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Plot on a chart\n",
    "df_clust.columns = df_clust.columns.astype(str)\n",
    "generate_chart(df_clust.iloc[:sample],'0','1',lbl='on',color='cluster',title='Clustering with 2 Clusters')"
   ]
  }
 ],
 "metadata": {
  "colab": {
   "provenance": []
  },
  "gpuClass": "standard",
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
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